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environments/dataset_environment/configs/dataset_local.yaml
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environments/dataset_environment/configs/dataset_local.yaml
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# Dataset Environment Local Testing Configuration
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# Base environment parameters
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tokenizer_name: "NousResearch/DeepHermes-3-Llama-3-8B-Preview"
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group_size: 1
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use_wandb: false
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max_num_workers: 1
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rollout_server_url: "http://localhost:8000"
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total_steps: 1
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batch_size: 1
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steps_per_eval: 5
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max_token_length: 4096
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wandb_name: "dataset_test_local"
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ensure_scores_are_not_same: false
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# Dataset specific configuration
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dataset:
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# Dataset parameters
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dataset_name: "gsm8k" # Example dataset
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dataset_config: "main"
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split: "train"
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prompt_field: "question"
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answer_field: "answer"
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# Generation parameters
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system_prompt: "You are an expert mathematician. You need to solve the given math problem step-by-step, showing your reasoning clearly. You should enclose your thoughts and internal monologue inside <think> </think> tags, and then provide your final answer.\n\nFollow these steps:\n1. Understand the problem carefully\n2. Plan your approach\n3. Execute the calculations step-by-step\n4. Verify your solution\n\nYou may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution."
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prefill: "<think>\n"
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shuffle_dataset: true
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max_generations_per_prompt: 1
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# Generation length parameters
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max_tokens: 4096
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length_warmup_steps: 0
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min_tokens: 0
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# Completion parameters
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temperature: 0.7
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top_p: 0.9
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# Reward functions
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reward_functions:
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- "accuracy"
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- "format"
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accuracy_reward_weight: 1.0
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format_reward_weight: 0.2
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# Server configuration
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server_configs:
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- model_name: "gpt-4.1-nano"
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api_key: ${OPENAI_API_KEY}
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timeout: 600
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